Predicting the path and intensity of tropical cyclones is crucial for ensuring the safety of communities in their trajectory. However, the current forecasting limit of five days presents challenges in early preparation and evacuation efforts. Traditional physics-based models like the Weather Research and Forecasting (WRF) Model have limitations in capturing the dynamic environmental factors that